{"id":"W4388845234","doi":"10.18848/978-1-957792-91-0/cgp","title":"Twenty-third International Conference on Diversity in Organizations, Communities & Nations. Conference Proceedings","year":2023,"lang":"en","type":"book","venue":"Common Ground Research Networks eBooks","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Diversity (politics); Corporate governance; Political science; Accountability; Library science; Incentive; Sociology; Media studies; Public administration; Public relations; Management; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004747404,0.0003050823,0.0004382837,0.001083734,0.004713069,0.0009295414,0.00266987,0.0007420806,0.0006181016],"category_scores_gemma":[0.0004252049,0.0003534152,0.00009843701,0.0006274648,0.001872923,0.0002944653,0.003135843,0.0029306,0.0003148529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611016,"about_ca_system_score_gemma":0.001350763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01216808,"about_ca_topic_score_gemma":0.129506,"domain_scores_codex":[0.9950759,0.0009656253,0.000439994,0.0004762653,0.0022103,0.000831869],"domain_scores_gemma":[0.995426,0.001125636,0.0002298117,0.0004138515,0.002544137,0.0002605775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006111758,0.0001014934,0.00443659,0.00006893431,0.00008638338,0.00001315754,0.05334543,0.00006413325,3.748799e-7,0.8234649,0.1174362,0.0009212391],"study_design_scores_gemma":[0.001237793,0.0002010326,0.004948118,0.002123384,0.00005608847,0.000002337638,0.1053831,0.002894087,9.999546e-7,0.3361655,0.5456201,0.001367434],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003875829,0.0000403265,0.0001402974,0.00160999,0.000934947,0.0008863836,0.00009293705,0.0002337636,0.9921855],"genre_scores_gemma":[0.403652,0.0009389309,0.00001925157,0.0001207366,0.0003912294,0.00002724699,0.0004644778,0.00002782137,0.5943583],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4872994,"threshold_uncertainty_score":0.9998918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4031331288957913,"score_gpt":0.4010094205360851,"score_spread":0.002123708359706156,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}